{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "efe023b8",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022-2023-02 </font> \n",
    "\n",
    "<font color=gray size=4> Python Web crawler</font>\n",
    "\n",
    "<font color=gray size=4> 主讲：许智超 </font>\n",
    "\n",
    "<font color=gray size=4> week06 : 数据实践-liepin </font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41c6c684",
   "metadata": {},
   "source": [
    "# 上周内容\n",
    "\n",
    "## 数据整理\n",
    "> 1. 创建表数据结构\n",
    "> 1. 检查数据基本特征\n",
    "## 数据挖掘\n",
    "> 1. 数据分析\n",
    "> 1. 数据结论\n",
    "## 数据存储\n",
    "> 1. 批量化导出数据\n",
    "\n",
    "\n",
    "# 本周内容（动态加载页面）\n",
    "\n",
    "## 实践 猎聘网站\n",
    "> 1. 实现基本数据获取\n",
    "> 1. 实现岗位数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "15b0f1cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting requests_html\n",
      "  Using cached requests_html-0.10.0-py3-none-any.whl (13 kB)\n",
      "Collecting pyppeteer>=0.0.14\n",
      "  Using cached pyppeteer-1.0.2-py3-none-any.whl (83 kB)\n",
      "Collecting bs4\n",
      "  Using cached bs4-0.0.1-py3-none-any.whl\n",
      "Requirement already satisfied: requests in d:\\anaconda\\lib\\site-packages (from requests_html) (2.28.1)\n",
      "Collecting pyquery\n",
      "  Using cached pyquery-2.0.0-py3-none-any.whl (22 kB)\n",
      "Requirement already satisfied: w3lib in d:\\anaconda\\lib\\site-packages (from requests_html) (1.21.0)\n",
      "Collecting parse\n",
      "  Using cached parse-1.19.0-py3-none-any.whl\n",
      "Collecting fake-useragent\n",
      "  Downloading fake_useragent-1.1.3-py3-none-any.whl (50 kB)\n",
      "     -------------------------------------- 50.5/50.5 kB 428.1 kB/s eta 0:00:00\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests_html) (1.4.4)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests_html) (4.11.3)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests_html) (1.26.11)\n",
      "Requirement already satisfied: certifi>=2021 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests_html) (2022.9.14)\n",
      "Collecting pyee<9.0.0,>=8.1.0\n",
      "  Using cached pyee-8.2.2-py2.py3-none-any.whl (12 kB)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in d:\\anaconda\\lib\\site-packages (from pyppeteer>=0.0.14->requests_html) (4.64.1)\n",
      "Collecting websockets<11.0,>=10.0\n",
      "  Using cached websockets-10.4-cp39-cp39-win_amd64.whl (101 kB)\n",
      "Requirement already satisfied: beautifulsoup4 in d:\\anaconda\\lib\\site-packages (from bs4->requests_html) (4.11.1)\n",
      "Collecting importlib-resources>=5.0\n",
      "  Using cached importlib_resources-5.12.0-py3-none-any.whl (36 kB)\n",
      "Collecting cssselect>=1.2.0\n",
      "  Using cached cssselect-1.2.0-py2.py3-none-any.whl (18 kB)\n",
      "Requirement already satisfied: lxml>=2.1 in d:\\anaconda\\lib\\site-packages (from pyquery->requests_html) (4.9.1)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in d:\\anaconda\\lib\\site-packages (from requests->requests_html) (2.0.4)\n",
      "Requirement already satisfied: idna<4,>=2.5 in d:\\anaconda\\lib\\site-packages (from requests->requests_html) (3.3)\n",
      "Requirement already satisfied: six>=1.4.1 in d:\\anaconda\\lib\\site-packages (from w3lib->requests_html) (1.16.0)\n",
      "Requirement already satisfied: zipp>=0.5 in d:\\anaconda\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests_html) (3.8.0)\n",
      "Requirement already satisfied: colorama in d:\\anaconda\\lib\\site-packages (from tqdm<5.0.0,>=4.42.1->pyppeteer>=0.0.14->requests_html) (0.4.5)\n",
      "Requirement already satisfied: soupsieve>1.2 in d:\\anaconda\\lib\\site-packages (from beautifulsoup4->bs4->requests_html) (2.3.1)\n",
      "Installing collected packages: pyee, parse, websockets, importlib-resources, cssselect, pyquery, pyppeteer, fake-useragent, bs4, requests_html\n",
      "  Attempting uninstall: cssselect\n",
      "    Found existing installation: cssselect 1.1.0\n",
      "    Uninstalling cssselect-1.1.0:\n",
      "      Successfully uninstalled cssselect-1.1.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  WARNING: Failed to write executable - trying to use .deleteme logic\n",
      "ERROR: Could not install packages due to an OSError: [WinError 2] 系统找不到指定的文件。: 'D:\\\\anaconda\\\\Scripts\\\\pyppeteer-install.exe' -> 'D:\\\\anaconda\\\\Scripts\\\\pyppeteer-install.exe.deleteme'\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!pip install requests_html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3a7df54c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2256650623%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"e4c938271d9680180002a1a49c017b86\",\"jobKind\":\"2\",\"imId\":\"ab42d6e19660962567766a03c68ce883\",\"imUserType\":\"2\",\"jobId\":\"56650623\",\"recruiterName\":\"朱女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'job': {'labels': [], 'salary': '薪资面议', 'dq': '上海-浦东新区', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'refreshTime': '20230425195617', 'title': '产品经理，精品/附件/礼品 Product Manager, Merchandise/Accessories/Gifts', 'jobId': '57515285', 'topJob': False, 'link': 'https://www.liepin.com/job/1957515285.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '本科', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=35'}, 'comp': {'compScale': '10000人以上', 'compId': 8626076, 'compLogo': '636685295f464d5d0800357c02u.png', 'compName': '特斯拉汽车（北京）有限公司', 'compIndustry': '新能源汽车', 'link': 'https://www.liepin.com/company/8626076/'}, 'recruiter': {'imId': '112e412ba1711b76d0e00b26797bdaff', 'imUserType': '2', 'chatted': False, 'recruiterName': '武女士', 'recruiterTitle': '招聘主管', 'recruiterId': '38c55ae8e3ae0ae1b21c737e8623b5ec', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257515285%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"38c55ae8e3ae0ae1b21c737e8623b5ec\",\"jobKind\":\"2\",\"imId\":\"112e412ba1711b76d0e00b26797bdaff\",\"imUserType\":\"2\",\"jobId\":\"57515285\",\"recruiterName\":\"武女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}'}, {'job': {'labels': ['Visio'], 'salary': '20-30k·14薪', 'dq': '北京', 'jobKind': '1', 'refreshTime': '20230504113745', 'title': '产品经理 product manager', 'jobId': '45568067', 'topJob': False, 'link': 'https://www.liepin.com/a/45568067.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '本科及以上', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36'}, 'comp': {'compScale': '100-499人', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某知名公司', 'compIndustry': '机械/设备', 'link': ''}, 'recruiter': {'imId': '6b5179a478cfc952c94f4d0c9b7b96ae', 'imUserType': '2', 'chatted': False, 'recruiterName': '王先生', 'recruiterTitle': '猎头顾问', 'recruiterId': 'b7405e38af44dacc91460d67aa80cefd', 'recruiterPhoto': '5d025353d3ced4486478b9de05u.jpg'}, 'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245568067%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"b7405e38af44dacc91460d67aa80cefd\",\"jobKind\":\"1\",\"imId\":\"6b5179a478cfc952c94f4d0c9b7b96ae\",\"imUserType\":\"2\",\"jobId\":\"45568067\",\"recruiterName\":\"王先生\",\"recruiterPhoto\":\"5d025353d3ced4486478b9de05u.jpg\"}'}, {'job': {'labels': ['策略产品', '新能源', '团队管理', '市场调研', '需求分析'], 'salary': '25-40k·14薪', 'dq': '上海-浦东新区', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'refreshTime': '20230423095200', 'title': 'PM产品经理（高压BU）', 'jobId': '58036863', 'topJob': False, 'link': 'https://www.liepin.com/job/1958036863.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '本科', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37'}, 'comp': {'compScale': '50-99人', 'compId': 12849761, 'compLogo': '610cb26290cd3a5facf5f21003u.png', 'compName': '深圳尚阳通科技', 'compIndustry': '电子/半导体/集成电路', 'link': 'https://www.liepin.com/company/12849761/'}, 'recruiter': {'imId': 'b6fdb29cc562269a9351e85fc9a4aaa5', 'imUserType': '2', 'chatted': False, 'recruiterName': '张女士', 'recruiterTitle': '招聘者', 'recruiterId': '0717354d420df2a96b5ffbe9b1d0f75c', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2258036863%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"0717354d420df2a96b5ffbe9b1d0f75c\",\"jobKind\":\"2\",\"imId\":\"b6fdb29cc562269a9351e85fc9a4aaa5\",\"imUserType\":\"2\",\"jobId\":\"58036863\",\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'}, {'job': {'labels': [], 'salary': '30-50k', 'dq': '北京-西城区', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'refreshTime': '20230509163026', 'title': '中央市场部产品经理（SPM或PM）', 'jobId': '56880759', 'topJob': False, 'link': 'https://www.liepin.com/job/1956880759.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '本科', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'comp': {'compScale': '100-499人', 'compId': 10190891, 'compStage': 'A轮', 'compLogo': '61669ad2a2ad237852e81b9006u.png', 'compName': '吉林惠升生物制药有限公司', 'compIndustry': '制药', 'link': 'https://www.liepin.com/company/10190891/'}, 'recruiter': {'imId': '8ea3caf071bd3fb48b447ad70f1e47eb', 'imUserType': '2', 'chatted': False, 'recruiterName': '王女士', 'recruiterTitle': '人力经理', 'recruiterId': '2ebffa63c40c1b0419ae7571864f2fce', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2256880759%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"jobKind\":\"2\",\"imId\":\"8ea3caf071bd3fb48b447ad70f1e47eb\",\"imUserType\":\"2\",\"jobId\":\"56880759\",\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}, {'job': {'labels': [], 'salary': '30-50k', 'dq': '上海-徐汇区', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'refreshTime': '20230509163026', 'title': '中央市场部产品经理（SPM或PM）', 'jobId': '56880761', 'topJob': False, 'link': 'https://www.liepin.com/job/1956880761.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '本科', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'comp': {'compScale': '100-499人', 'compId': 10190891, 'compStage': 'A轮', 'compLogo': '61669ad2a2ad237852e81b9006u.png', 'compName': '吉林惠升生物制药有限公司', 'compIndustry': '制药', 'link': 'https://www.liepin.com/company/10190891/'}, 'recruiter': {'imId': '8ea3caf071bd3fb48b447ad70f1e47eb', 'imUserType': '2', 'chatted': False, 'recruiterName': '王女士', 'recruiterTitle': '人力经理', 'recruiterId': '2ebffa63c40c1b0419ae7571864f2fce', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2256880761%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"jobKind\":\"2\",\"imId\":\"8ea3caf071bd3fb48b447ad70f1e47eb\",\"imUserType\":\"2\",\"jobId\":\"56880761\",\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}], 'compList': []}, 'passThroughData': {'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'currentPage': 0, 'totalPage': 10, 'pageSize': 40, 'totalCounts': 807, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"410\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30dc0fbf",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "28a50dd0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "afc6c488",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"e26275ea580045a38c9ff21f702d8663\",\"...</td>\n",
       "      <td>[交易产品]</td>\n",
       "      <td>18-25k</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221129101301</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13057225/</td>\n",
       "      <td>61a5a15d18d3ce117e36f3a11c63db43</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>田女士</td>\n",
       "      <td>人事行政专员</td>\n",
       "      <td>e26275ea580045a38c9ff21f702d8663</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"a8a10716d4a23f4d6486ee14bc9baa36\",\"...</td>\n",
       "      <td>[产品规划, 市场调研, 用户研究, 团队管理, 竞品分析]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>佛山-禅城区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230511175716</td>\n",
       "      <td>玻璃胶产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>建材</td>\n",
       "      <td>https://www.liepin.com/company/9084728/</td>\n",
       "      <td>372792c6644c0bf46c158a20144f1ccc</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>林女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>a8a10716d4a23f4d6486ee14bc9baa36</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"940c65cee06e492816c2920361be2323\",\"...</td>\n",
       "      <td>[医疗行业, ivd试剂, 体外诊断产品]</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>杭州-滨江区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230512132553</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/12971399/</td>\n",
       "      <td>55377d294232a6e28e56b8471df96935</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td></td>\n",
       "      <td>940c65cee06e492816c2920361be2323</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230512143009</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"...</td>\n",
       "      <td>[数据产品, 数据挖掘, 数据分析, 产品规划]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>深圳</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210311143004</td>\n",
       "      <td>Lazada-Data Product Manager-流量数据产品经理（深圳）</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/1072424/</td>\n",
       "      <td>4a4ece35206ffdf578f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"2f5cc0d682e21213934f96da2524d014\",\"...</td>\n",
       "      <td>[地产行业项目对接]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>成都-高新区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230512205700</td>\n",
       "      <td>产品经理 Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>a613de29904fddeb9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>2f5cc0d682e21213934f96da2524d014</td>\n",
       "      <td>5bdf95698e50a3257f80c57c04a.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"3ebcddd9b3193ceafb68be0b3ae411e1\",\"...</td>\n",
       "      <td>[商业产品, 计算机软件, 需求分析, 需求说明]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>成都</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221222105858</td>\n",
       "      <td>Product Manager / 产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/3215924/</td>\n",
       "      <td>05e66dde1f5469778fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>鱼女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>3ebcddd9b3193ceafb68be0b3ae411e1</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"3d38444cf16082b86af796bc41f43a15\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221014084325</td>\n",
       "      <td>区域产品经理 Regional Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/8008979/</td>\n",
       "      <td>993247f23540bc9a1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>叶女士</td>\n",
       "      <td>高级人事专员</td>\n",
       "      <td>3d38444cf16082b86af796bc41f43a15</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"a39e65ec739c49f5f63871c18e9f3afc\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-22k·14薪</td>\n",
       "      <td>南京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230221110513</td>\n",
       "      <td>产品经理 Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>家电</td>\n",
       "      <td></td>\n",
       "      <td>9418ebe85ff332046042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>秦女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>a39e65ec739c49f5f63871c18e9f3afc</td>\n",
       "      <td>54d0c343712e13549ab2b96701a.jpg</td>\n",
       "      <td>不需要融资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"ba0f95f6a88e4db1737dcb913e8a4ce0\",\"...</td>\n",
       "      <td>[中台产品, 数据产品, 数据建模, 需求调研, 产品规划, 产品设计, Hadoop]</td>\n",
       "      <td>25-40k·16薪</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230403142419</td>\n",
       "      <td>数据产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/8695814/</td>\n",
       "      <td>0d45a1111fe53cf86ebb05dc72261faf</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>ba0f95f6a88e4db1737dcb913e8a4ce0</td>\n",
       "      <td>64097dcbb792580455b2e22a08u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"268b78cf04b4cef281e37a42dfcc231f\",\"...</td>\n",
       "      <td>[产品设计, saas]</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20200601161000</td>\n",
       "      <td>Product Manager (产品经理)</td>\n",
       "      <td>...</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/12261483/</td>\n",
       "      <td>7ac9225ebe147c72937a45d7910778f0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>邱先生</td>\n",
       "      <td>区域总经理</td>\n",
       "      <td>268b78cf04b4cef281e37a42dfcc231f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"c2a29033a4fe825502099587be9f7a60\",\"...</td>\n",
       "      <td>[竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>深圳</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230511105926</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>新能源</td>\n",
       "      <td>https://www.liepin.com/company/8925182/</td>\n",
       "      <td>c5a554bd369f7ddac0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>祝女士</td>\n",
       "      <td>Regional Sr. HRBP</td>\n",
       "      <td>c2a29033a4fe825502099587be9f7a60</td>\n",
       "      <td>60bef91a67e2645716093e3606u.png</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"353e506e435b98110f03be3f8eb70477\",\"...</td>\n",
       "      <td>[产品规划, 团队管理]</td>\n",
       "      <td>20-22k·15薪</td>\n",
       "      <td>天津</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230512132949</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源服务</td>\n",
       "      <td></td>\n",
       "      <td>7e851e39422316a9c051c4e7ef49e137</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>353e506e435b98110f03be3f8eb70477</td>\n",
       "      <td>6124674cfeab1239c90f01d601u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"5a4c262d8885e9942c69f434aaa14096\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>14-18k</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230406144920</td>\n",
       "      <td>产品经理（PM）</td>\n",
       "      <td>...</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>https://www.liepin.com/company/9705876/</td>\n",
       "      <td>ce7ccd785f8b8d8845913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>人力资源专员/助理</td>\n",
       "      <td>5a4c262d8885e9942c69f434aaa14096</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"7c3ee0f8279186ba926d6c04b096ffa4\",\"...</td>\n",
       "      <td>[策略产品, 消费品, 团队管理, 产品规划, 产品设计, 产品优化]</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>泉州-晋江</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230508145218</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>印刷/包装/造纸</td>\n",
       "      <td>https://www.liepin.com/company/9553114/</td>\n",
       "      <td>8f95a5af0c48009545913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>招聘coe</td>\n",
       "      <td>7c3ee0f8279186ba926d6c04b096ffa4</td>\n",
       "      <td>62b3c85192f1f01426a53fcb03u.png</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"837ab62c1f084d82ee8885bfb3c21038\",\"...</td>\n",
       "      <td>[消费品, to B, to C]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230403181240</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>https://www.liepin.com/company/13284053/</td>\n",
       "      <td>0c122be63ff4cf4914a61a37fde98ddb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>莫女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>837ab62c1f084d82ee8885bfb3c21038</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"bd41282741832b495d14fcb327ba54e1\",\"...</td>\n",
       "      <td>[数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...</td>\n",
       "      <td>11-18k</td>\n",
       "      <td>嘉兴-海盐县</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230426145344</td>\n",
       "      <td>产品经理（PM模块）</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/9655065/</td>\n",
       "      <td>273743b73b8b405cb8186adbf6c31dd6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>bd41282741832b495d14fcb327ba54e1</td>\n",
       "      <td>6384709c34e8df2c1c647dda07u.png</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"c680de1a3cee3bf025e0bf90184688b3\",\"...</td>\n",
       "      <td>[电商产品经理  ]</td>\n",
       "      <td>22-50k</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230307093916</td>\n",
       "      <td>Product Manager 资深电商产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/12250069/</td>\n",
       "      <td>cd4881a0ca4e72908868111a467b66bb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>马先生</td>\n",
       "      <td>hr主管</td>\n",
       "      <td>c680de1a3cee3bf025e0bf90184688b3</td>\n",
       "      <td>6221c7f64c56d92afb77eebe03u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"522b70c57cba715dd46a0f0f54e5be47\",\"...</td>\n",
       "      <td>[化妆品, 需求调研, 市场调研, 外贸跟单, 化妆品彩妆, 彩妆师, 国际业务, 产品开发]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>上海-金山区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230103113110</td>\n",
       "      <td>产品开发（外贸）</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/12570777/</td>\n",
       "      <td>1904fde5069a486b1e0eee8bcfc0b74c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>钱女士</td>\n",
       "      <td></td>\n",
       "      <td>522b70c57cba715dd46a0f0f54e5be47</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"36caa8554975ed831da75cdde844bd20\",\"...</td>\n",
       "      <td>[to C, 移动端产品]</td>\n",
       "      <td>11-20k</td>\n",
       "      <td>杭州-西湖区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230412165928</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/9650669/</td>\n",
       "      <td>324a9ef9f9060035c68319df6cd38213</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>罗女士</td>\n",
       "      <td></td>\n",
       "      <td>36caa8554975ed831da75cdde844bd20</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"6ba963bf320d184de99485503740fff1\",\"...</td>\n",
       "      <td>[金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>上海</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230512162856</td>\n",
       "      <td>产品经理(移动)（PM0001） (职位编号：PM0001)</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8055349/</td>\n",
       "      <td>7aa0d8a46d39fb2b62cb88e0a323364d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>6ba963bf320d184de99485503740fff1</td>\n",
       "      <td>5a9f63498e509036ebf34f6d06a.png</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"d63f4978d5082c5a3c17040eac6965ff\",\"...</td>\n",
       "      <td>[工具产品, 画像产品, 消费品, 产品规划, 用户研究]</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230321153153</td>\n",
       "      <td>高级产品经理PM（英语口语好）</td>\n",
       "      <td>...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/852976/</td>\n",
       "      <td>598e3261a17f043a9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>d63f4978d5082c5a3c17040eac6965ff</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]</td>\n",
       "      <td>25-40k·14薪</td>\n",
       "      <td>南通</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230510151138</td>\n",
       "      <td>Regional Product Manager Cranes APAC 亚太区随车吊产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]</td>\n",
       "      <td>25-40k·14薪</td>\n",
       "      <td>南通</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230510151138</td>\n",
       "      <td>Regional Product Manager Cranes APAC   亚太区随车吊产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/12269387/</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"...</td>\n",
       "      <td>[ppt, 需求分析, 硬件产品]</td>\n",
       "      <td>13-18k·13薪</td>\n",
       "      <td>深圳</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20211018102103</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>https://www.liepin.com/company/10047697/</td>\n",
       "      <td>c01b7239c29322d914c33c05749ae593</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>物联网解决方案事业部副总</td>\n",
       "      <td>c204e12c186b70d57858b553fb56c213</td>\n",
       "      <td>616d0eaff3e81c74a137689a06u.png</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"64ad619618d438cff438b82dd3028b0c\",\"...</td>\n",
       "      <td>[to G]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230509140950</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>https://www.liepin.com/company/7978881/</td>\n",
       "      <td>67300386979fa3d6d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>孙女士</td>\n",
       "      <td></td>\n",
       "      <td>64ad619618d438cff438b82dd3028b0c</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"...</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230420090348</td>\n",
       "      <td>Project &amp; Product Manager of Autonomous Drivin...</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>efd682ffb2d75c5f7925fbb0185fb9fb</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>25-35k·13薪</td>\n",
       "      <td>上海-虹口区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230213205509</td>\n",
       "      <td>产品经理/digtal product manager</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-虹口区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230410000147</td>\n",
       "      <td>Digital Product manager/二手车大客户产品经理 (MJ000704)</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...</td>\n",
       "      <td>[Access]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-嘉定区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230510171702</td>\n",
       "      <td>Senior Product manager/高级产品经理 (MJ000752)</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"...</td>\n",
       "      <td>[AT变速器, SystemVerilog]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230420090336</td>\n",
       "      <td>Project &amp; Product Manager of Autonomous Drivin...</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>efd682ffb2d75c5f7925fbb0185fb9fb</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"b7405e38af44dacc91460d67aa80cefd\",\"...</td>\n",
       "      <td>[定价/竞价产品, 商业产品, 能源/水利/环保, 团队管理, 产品规划, 市场调研, 数据...</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>北京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230504113745</td>\n",
       "      <td>产品经理 product manager</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td>6b5179a478cfc952c94f4d0c9b7b96ae</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>b7405e38af44dacc91460d67aa80cefd</td>\n",
       "      <td>5d025353d3ced4486478b9de05u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"19b1cc53649bd1941886cb07efbbf94a\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>北京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230512115727</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>73dc899fcabb5dec71de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>19b1cc53649bd1941886cb07efbbf94a</td>\n",
       "      <td>5db658dbd38a3d7423b7b98f07u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"...</td>\n",
       "      <td>[.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230511104041</td>\n",
       "      <td>Project &amp; Product Manager of Autonomous Drivin...</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8494044/</td>\n",
       "      <td>3af8fdebe74dbbbe76f5ec2df67915bd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>82b656079372824a4b73c7d29c43d41f</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"e4c938271d9680180002a1a49c017b86\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230508133259</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/9876601/</td>\n",
       "      <td>ab42d6e19660962567766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>e4c938271d9680180002a1a49c017b86</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"38c55ae8e3ae0ae1b21c737e8623b5ec\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230425195617</td>\n",
       "      <td>产品经理，精品/附件/礼品 Product Manager, Merchandise/Acc...</td>\n",
       "      <td>...</td>\n",
       "      <td>新能源汽车</td>\n",
       "      <td>https://www.liepin.com/company/8626076/</td>\n",
       "      <td>112e412ba1711b76d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>武女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>38c55ae8e3ae0ae1b21c737e8623b5ec</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"b7405e38af44dacc91460d67aa80cefd\",\"...</td>\n",
       "      <td>[Visio]</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>北京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230504113745</td>\n",
       "      <td>产品经理 product manager</td>\n",
       "      <td>...</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td>6b5179a478cfc952c94f4d0c9b7b96ae</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>b7405e38af44dacc91460d67aa80cefd</td>\n",
       "      <td>5d025353d3ced4486478b9de05u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"0717354d420df2a96b5ffbe9b1d0f75c\",\"...</td>\n",
       "      <td>[策略产品, 新能源, 团队管理, 市场调研, 需求分析]</td>\n",
       "      <td>25-40k·14薪</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230423095200</td>\n",
       "      <td>PM产品经理（高压BU）</td>\n",
       "      <td>...</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/12849761/</td>\n",
       "      <td>b6fdb29cc562269a9351e85fc9a4aaa5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>招聘者</td>\n",
       "      <td>0717354d420df2a96b5ffbe9b1d0f75c</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>北京-西城区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230509163026</td>\n",
       "      <td>中央市场部产品经理（SPM或PM）</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/10190891/</td>\n",
       "      <td>8ea3caf071bd3fb48b447ad70f1e47eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力经理</td>\n",
       "      <td>2ebffa63c40c1b0419ae7571864f2fce</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230509163026</td>\n",
       "      <td>中央市场部产品经理（SPM或PM）</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/10190891/</td>\n",
       "      <td>8ea3caf071bd3fb48b447ad70f1e47eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力经理</td>\n",
       "      <td>2ebffa63c40c1b0419ae7571864f2fce</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
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       "1   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
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       "9   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
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       "26  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
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       "28  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
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       "37  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
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       "39  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "\n",
       "                                           dataParams  \\\n",
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       "27  {\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...   \n",
       "28  {\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...   \n",
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       "37  {\"userId\":\"0717354d420df2a96b5ffbe9b1d0f75c\",\"...   \n",
       "38  {\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"...   \n",
       "39  {\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"...   \n",
       "\n",
       "                                           job.labels  job.salary   job.dq  \\\n",
       "0                                              [交易产品]      18-25k   上海-长宁区   \n",
       "1                      [产品规划, 市场调研, 用户研究, 团队管理, 竞品分析]        薪资面议   佛山-禅城区   \n",
       "2                               [医疗行业, ivd试剂, 体外诊断产品]  10-15k·13薪   杭州-滨江区   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议   广州-天河区   \n",
       "4                            [数据产品, 数据挖掘, 数据分析, 产品规划]        薪资面议       深圳   \n",
       "5                                          [地产行业项目对接]      10-15k   成都-高新区   \n",
       "6                           [商业产品, 计算机软件, 需求分析, 需求说明]        薪资面议       成都   \n",
       "7                                                  []        薪资面议       上海   \n",
       "8                                                  []  20-22k·14薪       南京   \n",
       "9        [中台产品, 数据产品, 数据建模, 需求调研, 产品规划, 产品设计, Hadoop]  25-40k·16薪   北京-海淀区   \n",
       "10                                       [产品设计, saas]      16-21k  上海-浦东新区   \n",
       "11        [竞品分析, 产品策略, 市场分析, 产品定义, 用户体验, 需求分析, 新产品提案]        薪资面议       深圳   \n",
       "12                                       [产品规划, 团队管理]  20-22k·15薪       天津   \n",
       "13                                                 []      14-18k   上海-长宁区   \n",
       "14                [策略产品, 消费品, 团队管理, 产品规划, 产品设计, 产品优化]      20-30k    泉州-晋江   \n",
       "15                                  [消费品, to B, to C]        薪资面议   上海-徐汇区   \n",
       "16  [数据产品, 计算机软件, to B, 产品规划, 产品设计, 原型设计, ERP产品, 需...      11-18k   嘉兴-海盐县   \n",
       "17                                         [电商产品经理  ]      22-50k   北京-海淀区   \n",
       "18    [化妆品, 需求调研, 市场调研, 外贸跟单, 化妆品彩妆, 彩妆师, 国际业务, 产品开发]      10-15k   上海-金山区   \n",
       "19                                      [to C, 移动端产品]      11-20k   杭州-西湖区   \n",
       "20  [金融产品, 策略产品, 金融行业, IT互联网, 互联网金融, 产品规划, 移动端产品, ...      15-30k       上海   \n",
       "21                      [工具产品, 画像产品, 消费品, 产品规划, 用户研究]      20-40k   深圳-宝安区   \n",
       "22                  [定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]  25-40k·14薪       南通   \n",
       "23                  [定价/竞价产品, 商业产品, 产品规划, 用户研究, 团队管理]  25-40k·14薪       南通   \n",
       "24                                  [ppt, 需求分析, 硬件产品]  13-18k·13薪       深圳   \n",
       "25                                             [to G]        薪资面议       上海   \n",
       "26                             [AT变速器, SystemVerilog]        薪资面议  上海-浦东新区   \n",
       "27                                                 []  25-35k·13薪   上海-虹口区   \n",
       "28                                                 []        薪资面议   上海-虹口区   \n",
       "29                                           [Access]        薪资面议   上海-嘉定区   \n",
       "30                             [AT变速器, SystemVerilog]        薪资面议   北京-朝阳区   \n",
       "31  [定价/竞价产品, 商业产品, 能源/水利/环保, 团队管理, 产品规划, 市场调研, 数据...  20-30k·14薪       北京   \n",
       "32                                                 []      20-35k       北京   \n",
       "33  [.NET, SystemVerilog, ES5, ECMAScript 6, ECMAS...        薪资面议  上海-浦东新区   \n",
       "34                                                 []        薪资面议   上海-长宁区   \n",
       "35                                                 []        薪资面议  上海-浦东新区   \n",
       "36                                            [Visio]  20-30k·14薪       北京   \n",
       "37                      [策略产品, 新能源, 团队管理, 市场调研, 需求分析]  25-40k·14薪  上海-浦东新区   \n",
       "38                                                 []      30-50k   北京-西城区   \n",
       "39                                                 []      30-50k   上海-徐汇区   \n",
       "\n",
       "   job.pcOuterLink job.h5OuterLink job.jobKind job.refreshTime  \\\n",
       "0                                            2  20221129101301   \n",
       "1                                            2  20230511175716   \n",
       "2                                            2  20230512132553   \n",
       "3                                            2  20230512143009   \n",
       "4                                            2  20210311143004   \n",
       "5              NaN             NaN           1  20230512205700   \n",
       "6                                            2  20221222105858   \n",
       "7                                            2  20221014084325   \n",
       "8              NaN             NaN           1  20230221110513   \n",
       "9                                            2  20230403142419   \n",
       "10                                           2  20200601161000   \n",
       "11                                           2  20230511105926   \n",
       "12             NaN             NaN           1  20230512132949   \n",
       "13                                           2  20230406144920   \n",
       "14                                           2  20230508145218   \n",
       "15                                           2  20230403181240   \n",
       "16                                           2  20230426145344   \n",
       "17                                           2  20230307093916   \n",
       "18                                           2  20230103113110   \n",
       "19                                           2  20230412165928   \n",
       "20                                           2  20230512162856   \n",
       "21                                           2  20230321153153   \n",
       "22                                           2  20230510151138   \n",
       "23                                           2  20230510151138   \n",
       "24                                           2  20211018102103   \n",
       "25                                           2  20230509140950   \n",
       "26                                           2  20230420090348   \n",
       "27                                           2  20230213205509   \n",
       "28                                           2  20230410000147   \n",
       "29                                           2  20230510171702   \n",
       "30                                           2  20230420090336   \n",
       "31             NaN             NaN           1  20230504113745   \n",
       "32             NaN             NaN           1  20230512115727   \n",
       "33                                           2  20230511104041   \n",
       "34                                           2  20230508133259   \n",
       "35                                           2  20230425195617   \n",
       "36             NaN             NaN           1  20230504113745   \n",
       "37                                           2  20230423095200   \n",
       "38                                           2  20230509163026   \n",
       "39                                           2  20230509163026   \n",
       "\n",
       "                                            job.title  ... comp.compIndustry  \\\n",
       "0                                              资深产品经理  ...          服装/纺织/皮革   \n",
       "1                                             玻璃胶产品经理  ...                建材   \n",
       "2                                                产品经理  ...              医疗器械   \n",
       "3                         产品经理（化妆品原料）/Product Manager  ...            贸易/进出口   \n",
       "4            Lazada-Data Product Manager-流量数据产品经理（深圳）  ...               互联网   \n",
       "5                                产品经理 Product Manager  ...             计算机软件   \n",
       "6                              Product Manager / 产品经理  ...             计算机软件   \n",
       "7                     区域产品经理 Regional Product Manager  ...             机械/设备   \n",
       "8                                产品经理 Product Manager  ...                家电   \n",
       "9                                              数据产品经理  ...              IT服务   \n",
       "10                             Product Manager (产品经理)  ...              培训服务   \n",
       "11                               Product Manager 产品经理  ...               新能源   \n",
       "12                                产品经理Product Manager  ...            人力资源服务   \n",
       "13                                           产品经理（PM）  ...          食品/饮料/酒水   \n",
       "14                                               产品经理  ...          印刷/包装/造纸   \n",
       "15                               Product Manager 产品经理  ...          货运/物流/仓储   \n",
       "16                                         产品经理（PM模块）  ...              IT服务   \n",
       "17                           Product Manager 资深电商产品经理  ...            专业技术服务   \n",
       "18                                           产品开发（外贸）  ...            专业技术服务   \n",
       "19                                               产品经理  ...               互联网   \n",
       "20                     产品经理(移动)（PM0001） (职位编号：PM0001)  ...               互联网   \n",
       "21                                    高级产品经理PM（英语口语好）  ...       电子/半导体/集成电路   \n",
       "22    Regional Product Manager Cranes APAC 亚太区随车吊产品经理  ...             机械/设备   \n",
       "23  Regional Product Manager Cranes APAC   亚太区随车吊产品经理  ...             机械/设备   \n",
       "24                                             pm产品经理  ...              智能硬件   \n",
       "25                               Product Manager 产品经理  ...           电气机械/器材   \n",
       "26  Project & Product Manager of Autonomous Drivin...  ...              整车制造   \n",
       "27                        产品经理/digtal product manager  ...              整车制造   \n",
       "28      Digital Product manager/二手车大客户产品经理 (MJ000704)  ...              整车制造   \n",
       "29           Senior Product manager/高级产品经理 (MJ000752)  ...              整车制造   \n",
       "30  Project & Product Manager of Autonomous Drivin...  ...              整车制造   \n",
       "31                               产品经理 product manager  ...             机械/设备   \n",
       "32                               Product Manager 产品经理  ...              医疗器械   \n",
       "33  Project & Product Manager of Autonomous Drivin...  ...              整车制造   \n",
       "34                                             产品经理PM  ...                制药   \n",
       "35  产品经理，精品/附件/礼品 Product Manager, Merchandise/Acc...  ...             新能源汽车   \n",
       "36                               产品经理 product manager  ...             机械/设备   \n",
       "37                                       PM产品经理（高压BU）  ...       电子/半导体/集成电路   \n",
       "38                                  中央市场部产品经理（SPM或PM）  ...                制药   \n",
       "39                                  中央市场部产品经理（SPM或PM）  ...                制药   \n",
       "\n",
       "                                   comp.link  \\\n",
       "0   https://www.liepin.com/company/13057225/   \n",
       "1    https://www.liepin.com/company/9084728/   \n",
       "2   https://www.liepin.com/company/12971399/   \n",
       "3    https://www.liepin.com/company/8112968/   \n",
       "4    https://www.liepin.com/company/1072424/   \n",
       "5                                              \n",
       "6    https://www.liepin.com/company/3215924/   \n",
       "7    https://www.liepin.com/company/8008979/   \n",
       "8                                              \n",
       "9    https://www.liepin.com/company/8695814/   \n",
       "10  https://www.liepin.com/company/12261483/   \n",
       "11   https://www.liepin.com/company/8925182/   \n",
       "12                                             \n",
       "13   https://www.liepin.com/company/9705876/   \n",
       "14   https://www.liepin.com/company/9553114/   \n",
       "15  https://www.liepin.com/company/13284053/   \n",
       "16   https://www.liepin.com/company/9655065/   \n",
       "17  https://www.liepin.com/company/12250069/   \n",
       "18  https://www.liepin.com/company/12570777/   \n",
       "19   https://www.liepin.com/company/9650669/   \n",
       "20   https://www.liepin.com/company/8055349/   \n",
       "21    https://www.liepin.com/company/852976/   \n",
       "22  https://www.liepin.com/company/12269387/   \n",
       "23  https://www.liepin.com/company/12269387/   \n",
       "24  https://www.liepin.com/company/10047697/   \n",
       "25   https://www.liepin.com/company/7978881/   \n",
       "26   https://www.liepin.com/company/8494044/   \n",
       "27   https://www.liepin.com/company/8083523/   \n",
       "28   https://www.liepin.com/company/8083523/   \n",
       "29   https://www.liepin.com/company/8083523/   \n",
       "30   https://www.liepin.com/company/8494044/   \n",
       "31                                             \n",
       "32                                             \n",
       "33   https://www.liepin.com/company/8494044/   \n",
       "34   https://www.liepin.com/company/9876601/   \n",
       "35   https://www.liepin.com/company/8626076/   \n",
       "36                                             \n",
       "37  https://www.liepin.com/company/12849761/   \n",
       "38  https://www.liepin.com/company/10190891/   \n",
       "39  https://www.liepin.com/company/10190891/   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType recruiter.chatted  \\\n",
       "0   61a5a15d18d3ce117e36f3a11c63db43                    2             False   \n",
       "1   372792c6644c0bf46c158a20144f1ccc                    2             False   \n",
       "2   55377d294232a6e28e56b8471df96935                    2             False   \n",
       "3   0ce6f53a162e27cc9427b88c78d2ff1f                    2             False   \n",
       "4   4a4ece35206ffdf578f5885b11a76839                    2             False   \n",
       "5   a613de29904fddeb9427b88c78d2ff1f                    2             False   \n",
       "6   05e66dde1f5469778fa263ed17de85b1                    2             False   \n",
       "7   993247f23540bc9a1118e52d65fb8ab7                    2             False   \n",
       "8   9418ebe85ff332046042c177f0a1d2b1                    2             False   \n",
       "9   0d45a1111fe53cf86ebb05dc72261faf                    2             False   \n",
       "10  7ac9225ebe147c72937a45d7910778f0                    2             False   \n",
       "11  c5a554bd369f7ddac0e770cd23fcb1ad                    2             False   \n",
       "12  7e851e39422316a9c051c4e7ef49e137                    2             False   \n",
       "13  ce7ccd785f8b8d8845913e3a4abf94f3                    2             False   \n",
       "14  8f95a5af0c48009545913e3a4abf94f3                    2             False   \n",
       "15  0c122be63ff4cf4914a61a37fde98ddb                    2             False   \n",
       "16  273743b73b8b405cb8186adbf6c31dd6                    2             False   \n",
       "17  cd4881a0ca4e72908868111a467b66bb                    2             False   \n",
       "18  1904fde5069a486b1e0eee8bcfc0b74c                    2             False   \n",
       "19  324a9ef9f9060035c68319df6cd38213                    2             False   \n",
       "20  7aa0d8a46d39fb2b62cb88e0a323364d                    2             False   \n",
       "21  598e3261a17f043a9da65a0dc5ff9f3d                    2             False   \n",
       "22  54d001c83b72632859a7d64ad9817c9f                    2             False   \n",
       "23  54d001c83b72632859a7d64ad9817c9f                    2             False   \n",
       "24  c01b7239c29322d914c33c05749ae593                    2             False   \n",
       "25  67300386979fa3d6d6a9d1214a39013b                    2             False   \n",
       "26  945255696d7beb2c1118e52d65fb8ab7                    2             False   \n",
       "27  244c498c451abbc1063dfc1b00f6daab                    2             False   \n",
       "28  244c498c451abbc1063dfc1b00f6daab                    2             False   \n",
       "29  244c498c451abbc1063dfc1b00f6daab                    2             False   \n",
       "30  945255696d7beb2c1118e52d65fb8ab7                    2             False   \n",
       "31  6b5179a478cfc952c94f4d0c9b7b96ae                    2             False   \n",
       "32  73dc899fcabb5dec71de52c3bc0b6279                    2             False   \n",
       "33  3af8fdebe74dbbbe76f5ec2df67915bd                    2             False   \n",
       "34  ab42d6e19660962567766a03c68ce883                    2             False   \n",
       "35  112e412ba1711b76d0e00b26797bdaff                    2             False   \n",
       "36  6b5179a478cfc952c94f4d0c9b7b96ae                    2             False   \n",
       "37  b6fdb29cc562269a9351e85fc9a4aaa5                    2             False   \n",
       "38  8ea3caf071bd3fb48b447ad70f1e47eb                    2             False   \n",
       "39  8ea3caf071bd3fb48b447ad70f1e47eb                    2             False   \n",
       "\n",
       "    recruiter.recruiterName     recruiter.recruiterTitle  \\\n",
       "0                       田女士                       人事行政专员   \n",
       "1                       林女士                           人事   \n",
       "2                       刘女士                                \n",
       "3                       吴女士                HR Specialist   \n",
       "4                       陈先生                         招聘经理   \n",
       "5                       王女士                         猎头顾问   \n",
       "6                       鱼女士                           HR   \n",
       "7                       叶女士                       高级人事专员   \n",
       "8                       秦女士                         猎头顾问   \n",
       "9                       张女士                           HR   \n",
       "10                      邱先生                        区域总经理   \n",
       "11                      祝女士            Regional Sr. HRBP   \n",
       "12                      孙女士                         猎头顾问   \n",
       "13                      宋女士                    人力资源专员/助理   \n",
       "14                      黄先生                        招聘coe   \n",
       "15                      莫女士                         人事经理   \n",
       "16                      吴先生                           HR   \n",
       "17                      马先生                         hr主管   \n",
       "18                      钱女士                                \n",
       "19                      罗女士                                \n",
       "20                      孙女士                 人力资源伙伴(HRBP)   \n",
       "21                      王先生                         招聘经理   \n",
       "22                      钱女士                         招聘专员   \n",
       "23                      钱女士                         招聘专员   \n",
       "24                      刘先生                 物联网解决方案事业部副总   \n",
       "25                      孙女士                                \n",
       "26                      袁女士  HR Recruiting and Marketing   \n",
       "27                      刘女士                           HR   \n",
       "28                      刘女士                           HR   \n",
       "29                      刘女士                           HR   \n",
       "30                      袁女士  HR Recruiting and Marketing   \n",
       "31                      王先生                         猎头顾问   \n",
       "32                      王女士                         猎头顾问   \n",
       "33                      陈女士                         招聘经理   \n",
       "34                      朱女士                           HR   \n",
       "35                      武女士                         招聘主管   \n",
       "36                      王先生                         猎头顾问   \n",
       "37                      张女士                          招聘者   \n",
       "38                      王女士                         人力经理   \n",
       "39                      王女士                         人力经理   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   e26275ea580045a38c9ff21f702d8663  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "1   a8a10716d4a23f4d6486ee14bc9baa36  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "2   940c65cee06e492816c2920361be2323  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "3   14799e1bef289c70aa9b550257de7ea8  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "4   d4be0c7af21e622076f4668dbe33f725  57c4e9d345ce9f0a74a9b8cd04a.png   \n",
       "5   2f5cc0d682e21213934f96da2524d014  5bdf95698e50a3257f80c57c04a.png   \n",
       "6   3ebcddd9b3193ceafb68be0b3ae411e1  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "7   3d38444cf16082b86af796bc41f43a15  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "8   a39e65ec739c49f5f63871c18e9f3afc  54d0c343712e13549ab2b96701a.jpg   \n",
       "9   ba0f95f6a88e4db1737dcb913e8a4ce0  64097dcbb792580455b2e22a08u.png   \n",
       "10  268b78cf04b4cef281e37a42dfcc231f  5f8f986aea60860b75384fab08u.jpg   \n",
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       "28  243d415a12abad30e1d708dd7b6c9ab7  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "29  243d415a12abad30e1d708dd7b6c9ab7  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "30  efd682ffb2d75c5f7925fbb0185fb9fb  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "31  b7405e38af44dacc91460d67aa80cefd  5d025353d3ced4486478b9de05u.jpg   \n",
       "32  19b1cc53649bd1941886cb07efbbf94a  5db658dbd38a3d7423b7b98f07u.jpg   \n",
       "33  82b656079372824a4b73c7d29c43d41f  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "34  e4c938271d9680180002a1a49c017b86  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "35  38c55ae8e3ae0ae1b21c737e8623b5ec  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "36  b7405e38af44dacc91460d67aa80cefd  5d025353d3ced4486478b9de05u.jpg   \n",
       "37  0717354d420df2a96b5ffbe9b1d0f75c  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "38  2ebffa63c40c1b0419ae7571864f2fce  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "39  2ebffa63c40c1b0419ae7571864f2fce  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "\n",
       "   comp.compStage  \n",
       "0             NaN  \n",
       "1             NaN  \n",
       "2             NaN  \n",
       "3             NaN  \n",
       "4            港股上市  \n",
       "5             NaN  \n",
       "6              C轮  \n",
       "7             NaN  \n",
       "8           不需要融资  \n",
       "9             NaN  \n",
       "10            NaN  \n",
       "11             D轮  \n",
       "12            NaN  \n",
       "13             B轮  \n",
       "14           港股上市  \n",
       "15           美股上市  \n",
       "16             A轮  \n",
       "17          融资未公开  \n",
       "18            NaN  \n",
       "19            NaN  \n",
       "20             其他  \n",
       "21            NaN  \n",
       "22            NaN  \n",
       "23            NaN  \n",
       "24             D轮  \n",
       "25            NaN  \n",
       "26            NaN  \n",
       "27            NaN  \n",
       "28            NaN  \n",
       "29            NaN  \n",
       "30            NaN  \n",
       "31          融资未公开  \n",
       "32          融资未公开  \n",
       "33            NaN  \n",
       "34           港股上市  \n",
       "35            NaN  \n",
       "36          融资未公开  \n",
       "37            NaN  \n",
       "38             A轮  \n",
       "39             A轮  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
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